I am looking for a generalized normal distribution with mean $\mu$ and variance $\sigma^2$ but with an additional parameter for the kurtosis to add fat-tails. I can't find it - can anybody help?
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I think Pearson type VII distribution might be what your are looking for. You will need to reparametrize it, but wikipedia page has the necessary formulas.